mteb@1.19.7

Massive Text Embedding Benchmark

2024-11-14 Python <3.15,>=3.10 wheel sdist

安装 (1.19.7)

pip install mteb==1.19.7

poetry add mteb==1.19.7

pipenv install mteb==1.19.7

conda install mteb=1.19.7

依赖 (112)

依赖
`datasets>=2.19.0`
`numpy<3.0.0,>=1.23.0`
`requests>=2.26.0`
`scikit-learn>=1.4.0`
`scipy>=1.14.0`
`sentence_transformers>=3.0.0`
`transformers<6.0.0,>=4.40.0`
`typing-extensions>=4.5.0`
`torch>=2.0.0`
`tqdm>1.0.0`
`rich>=13.0.0`
`pytrec-eval-terrier>=0.5.6`
`pydantic>=2.11.0`
`polars>=1.0.0`
`pillow>=10.0.1; extra == "image"`
`torchvision>0.2.1; extra == "image"`
`transformers[vision]; extra == "image"`
`torchaudio; extra == "audio"`
`datasets[audio]; extra == "audio"`
`codecarbon<3.0.0,>=2.0.0; extra == "codecarbon"`
`gradio==6.0.1; extra == "leaderboard"`
`plotly<6.0.0,>=5.24.0; extra == "leaderboard"`
`cachetools>=5.2.0; extra == "leaderboard"`
`matplotlib>=3.9.4; extra == "leaderboard"`
`pymongo>=4.15.5; extra == "leaderboard"`
`fastapi>=0.110; extra == "api"`
`pydantic-settings>=2.0; extra == "api"`
`uvicorn[standard]>=0.27; extra == "api"`
`prometheus-client>=0.20; extra == "api"`
`opentelemetry-sdk>=1.27; extra == "api"`
`opentelemetry-exporter-otlp-proto-http>=1.27; extra == "api"`
`opentelemetry-instrumentation-fastapi>=0.48b0; extra == "api"`
`playwright>=1.49.0; extra == "og"`
`torchcodec; extra == "video"`
`PyGithub>=1.60; extra == "github"`
`peft>=0.11.0; extra == "peft"`
`FlagEmbedding==1.3.4; extra == "flagembedding"`
`einops>=0.8.0; extra == "jina"`
`peft>=0.15.2; extra == "jina-clip"`
`einops>=0.8.0; extra == "jina-clip"`
`transformers<5.0.0,>=4.52.0; extra == "jina-clip"`
`torchvision>=0.22.1; extra == "jina-clip"`
`timm<1.1.0,>=1.0.15; extra == "jina-clip"`
`peft>=0.15.2; extra == "jina-v4"`
`transformers<5.0.0,>=4.52.0; extra == "jina-v4"`
`torchvision>=0.22.1; extra == "jina-v4"`
`flash-attn>=2.6.3; extra == "flash-attention"`
`openai>=1.41.0; extra == "openai"`
`tiktoken>=0.8.0; extra == "openai"`
`model2vec>=0.3.0; extra == "model2vec"`
`pylate>=1.3.1; extra == "pylate"`
`msclap>=1.3.4; extra == "msclap"`
`soundfile>=0.13.1; extra == "msclap"`
`bm25s>=0.2.6; extra == "bm25s"`
`PyStemmer>=2.2.0.3; extra == "bm25s"`
`gritlm>=1.0.2; extra == "gritlm"`
`xformers>=0.0.29; extra == "xformers"`
`salesforce-lavis>=1.0.2; extra == "blip2"`
`voyageai<2.0.0,>0.3.0; extra == "voyageai"`
`voyageai<2.0.0,>0.3.0; extra == "voyage-v"`
`tenacity>9.0.0; extra == "voyage-v"`
`cohere==5.14.0; extra == "cohere"`
`vertexai==1.71.1; extra == "vertexai"`
`google-genai>=1.7.0; extra == "google-genai"`
`octen>=0.4.0; extra == "octen"`
`llm2vec<0.3.0,>=0.2.3; extra == "llm2vec"`
`timm<1.1.0,>=1.0.15; extra == "timm"`
`open_clip_torch==2.31.0; extra == "open-clip-torch"`
`einops>=0.8.1; extra == "nomic"`
`volcengine-python-sdk[ark]==3.0.2; extra == "ark"`
`tiktoken>=0.8.0; extra == "ark"`
`colpali_engine>=0.3.12; extra == "colpali-engine"`
`transformers>=4.57.0; extra == "colqwen3"`
`torchvision>=0.22.1; extra == "colqwen3"`
`transformers<4.53,>=4.49.0; extra == "visrag-ret"`
`timm<1.1.0,>=1.0.15; extra == "visrag-ret"`
`torchvision>=0.16.0; extra == "visrag-ret"`
`sentencepiece>=0.1.99; extra == "visrag-ret"`
`accelerate>=0.26.0; extra == "visrag-ret"`
`sauerkrautlm-colpali>=0.1.0; python_full_version < "3.14" and extra == "sauerkrautlm-colpali"`
`huggingface_hub>=0.32.0; extra == "xet"`
`tencentcloud-sdk-python-common>=3.0.1454; extra == "youtu"`
`tencentcloud-sdk-python-lkeap>=3.0.1451; extra == "youtu"`
`transformers==4.51.0; extra == "llama-embed-nemotron"`
`transformers[torch]==4.49.0; extra == "llama-nemotron-colembed-vl"`
`torchvision>=0.22.0; extra == "llama-nemotron-colembed-vl"`
`flash-attn>=2.6.3; extra == "llama-nemotron-colembed-vl"`
`accelerate; extra == "llama-nemotron-colembed-vl"`
`transformers[torch]==5.0.0; extra == "nemotron-colembed-vl-v2"`
`torchvision>=0.22.0; extra == "nemotron-colembed-vl-v2"`
`flash-attn>=2.6.3; extra == "nemotron-colembed-vl-v2"`
`accelerate; extra == "nemotron-colembed-vl-v2"`
`transformers[torch]>=4.56.0; extra == "llama-nemotron-embed-vl-1b-v2"`
`torchvision>=0.22.0; extra == "llama-nemotron-embed-vl-1b-v2"`
`flash-attn>=2.6.3; extra == "llama-nemotron-embed-vl-1b-v2"`
`accelerate; extra == "llama-nemotron-embed-vl-1b-v2"`
`sentence-transformers>=5.4.0; extra == "multimodal-sbert"`
`transformers>=5.3.0; extra == "multimodal-sbert"`
`faiss-cpu>=1.12.0; extra == "faiss-cpu"`
`qwen_vl_utils>=0.0.14; extra == "eager-embed"`
`speechbrain>=0.5.12; extra == "speechbrain"`
`muq==0.1.0; extra == "muq"`
`wav2clip==0.1.0; extra == "wav2clip"`
`torch-vggish-yamnet==0.2.1; extra == "torch-vggish-yamnet"`
`vllm>=0.11.1; extra == "vllm"`
`transformers<5; extra == "transformers-v4"`
`sentencepiece>=0.2.0; extra == "siglip"`
`protobuf>=3.0.0; extra == "siglip"`
`transformers>=4.57.0; extra == "qwen-vl"`
`qwen-vl-utils>=0.0.14; extra == "qwen-vl"`
`qwen_omni_utils; extra == "qwen-omni-utils"`
`transformers>=4.56.0; extra == "embeddinggemma"`

下载文件

文件名	类型	Python 版本	大小
mteb-1.19.7-py3-none-any.whl	bdist_wheel	`py3`	1220686 bytes
mteb-1.19.7.tar.gz	sdist	`source`	769960 bytes

版本列表

2.16.1 2026-06-23

2.16.0 2026-06-21

2.15.6 2026-06-20

2.15.5 2026-06-19

2.15.4 2026-06-12

2.15.3 2026-06-10

2.15.2 2026-06-10

2.15.1 2026-06-09

2.15.0 2026-06-09

2.14.9 2026-06-08

2.14.8 2026-06-08

2.14.7 2026-06-08

2.14.6 2026-06-08

2.14.5 2026-06-06

2.12.30 2026-04-25

2.12.29 2026-04-25

2.12.28 2026-04-25

2.12.27 2026-04-23

2.12.26 2026-04-21

2.12.25 2026-04-20

2.12.24 2026-04-20

2.12.23 2026-04-19

2.12.22 2026-04-18

2.12.21 2026-04-18

2.12.20 2026-04-16

2.12.19 2026-04-16

2.12.18 2026-04-16

2.12.17 2026-04-16

2.12.16 2026-04-10

2.12.15 2026-04-06

2.12.14 2026-04-05

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2.12.11 2026-04-05

2.12.10 2026-04-05

2.12.9 2026-04-02

2.12.8 2026-03-31

2.12.7 2026-03-30

2.12.6 2026-03-30

2.12.5 2026-03-29

2.12.4 2026-03-29

2.12.3 2026-03-28

2.12.2 2026-03-28

2.12.1 2026-03-27

2.12.0 2026-03-25

2.11.10 2026-03-24

2.11.9 2026-03-24

2.11.8 2026-03-24

2.11.7 2026-03-24

2.11.6 2026-03-23

2.11.5 2026-03-23

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2.11.3 2026-03-23

2.11.2 2026-03-22

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2.10.14 2026-03-19

2.10.13 2026-03-18

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2.10.11 2026-03-11

2.10.10 2026-03-11

2.10.9 2026-03-10

2.10.8 2026-03-07

2.10.7 2026-03-06

2.10.6 2026-03-05

2.10.5 2026-03-03

2.10.4 2026-03-02

2.10.3 2026-02-28

2.10.2 2026-02-27

2.10.1 2026-02-27

2.10.0 2026-02-25

2.9.1 2026-02-25

2.9.0 2026-02-24

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2.8.9 2026-02-24

2.8.8 2026-02-23

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2.8.3 2026-02-20

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2.8.1 2026-02-17

2.7.30 2026-02-12

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2.7.28 2026-02-11

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2.7.26 2026-02-07

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2.6.1 2025-12-30

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1.18.3 2024-10-30

1.18.2 2024-10-30

1.18.1 2024-10-30

1.18.0 2024-10-28

1.17.0 2024-10-26

1.16.5 2024-10-25

1.16.4 2024-10-25

1.16.3 2024-10-24

1.16.2 2024-10-24

1.16.1 2024-10-22

1.16.0 2024-10-21

1.15.8 2024-10-20

1.15.7 2024-10-16

1.15.6 2024-10-14

1.15.5 2024-10-13

1.15.4 2024-10-07

1.15.3 2024-10-06

1.15.2 2024-10-03

1.15.1 2024-10-03

1.15.0 2024-10-03

1.14.26 2024-09-29

1.14.25 2024-09-29

1.14.24 2024-09-28

1.14.23 2024-09-28

1.14.22 2024-09-27

1.14.21 2024-09-20

1.14.20 2024-09-17

1.14.19 2024-09-14

1.14.18 2024-09-10

1.14.17 2024-09-09

1.14.16 2024-09-09

1.14.15 2024-09-01

1.14.14 2024-09-01

1.14.13 2024-09-01

1.14.12 2024-08-25

1.14.11 2024-08-25

1.14.10 2024-08-22

1.14.9 2024-08-21

1.14.8 2024-08-21

1.14.7 2024-08-21

1.14.6 2024-08-21

1.14.5 2024-08-19

1.14.4 2024-08-19

1.14.3 2024-08-19

1.14.2 2024-08-15

1.14.1 2024-08-13

1.14.0 2024-08-12

1.13.2 2024-08-11

1.13.1 2024-08-10

1.13.0 2024-08-09

1.12.94 2024-08-08

1.12.93 2024-08-04

1.12.92 2024-08-02

1.12.91 2024-08-01

1.12.90 2024-07-30

1.12.89 2024-07-25

1.12.88 2024-07-25

1.12.87 2024-07-25

1.12.86 2024-07-25

1.12.85 2024-07-22

1.12.84 2024-07-18

1.12.83 2024-07-18

1.12.82 2024-07-18

1.12.81 2024-07-16

1.12.80 2024-07-15

1.12.79 2024-07-12

1.12.78 2024-07-12

1.12.77 2024-07-12

1.12.76 2024-07-12

1.12.75 2024-07-09

1.12.74 2024-07-09

1.12.73 2024-07-09

1.12.72 2024-07-09

1.12.71 2024-07-08

1.12.70 2024-07-08

1.12.69 2024-07-08

1.12.68 2024-07-05

1.12.67 2024-07-04

1.12.66 2024-07-03

1.12.65 2024-07-03

1.12.64 2024-07-03

1.12.63 2024-07-02

1.12.62 2024-07-02

1.12.61 2024-07-02

1.12.60 2024-07-02

1.12.59 2024-06-30

1.12.58 2024-06-28

1.12.57 2024-06-27

1.12.56 2024-06-27

1.12.55 2024-06-26

1.12.54 2024-06-25

1.12.53 2024-06-25

1.12.52 2024-06-25

1.12.51 2024-06-25

1.12.50 2024-06-25

1.12.49 2024-06-24

1.12.48 2024-06-21

1.12.47 2024-06-20

1.12.46 2024-06-20

1.12.45 2024-06-20

1.12.44 2024-06-19

1.12.43 2024-06-18

1.12.42 2024-06-18

1.12.41 2024-06-18

1.12.40 2024-06-18

1.12.39 2024-06-18

1.12.38 2024-06-17

1.12.37 2024-06-17

1.12.36 2024-06-17

1.12.35 2024-06-17

1.12.34 2024-06-16

1.12.33 2024-06-15

1.12.32 2024-06-15

1.12.31 2024-06-15

1.12.30 2024-06-15

1.12.29 2024-06-15

1.12.28 2024-06-15

1.12.27 2024-06-13

1.12.26 2024-06-13

1.12.25 2024-06-11

1.12.24 2024-06-09

1.12.23 2024-06-08

1.12.22 2024-06-06

1.12.21 2024-06-05

1.12.20 2024-06-05

1.12.19 2024-06-05

1.12.18 2024-06-05

1.12.17 2024-06-04

1.12.16 2024-06-04

1.12.15 2024-06-04

1.12.14 2024-06-03

1.12.13 2024-06-03

1.12.12 2024-06-03

1.12.11 2024-06-02

1.12.10 2024-06-02

1.12.9 2024-06-02

1.12.8 2024-06-02

1.12.7 2024-06-02

1.12.6 2024-06-01

1.12.5 2024-05-29

1.12.4 2024-05-28

1.12.3 2024-05-27

1.12.2 2024-05-27

1.12.1 2024-05-27

1.12.0 2024-05-27

1.11.19 2024-05-25

1.11.18 2024-05-25

1.11.17 2024-05-24

1.11.16 2024-05-24

1.11.15 2024-05-24

1.11.14 2024-05-24

1.11.13 2024-05-23

1.11.12 2024-05-22

1.11.11 2024-05-22

1.11.10 2024-05-22

1.11.9 2024-05-22

1.11.8 2024-05-22

1.11.7 2024-05-22

1.11.6 2024-05-21

1.11.5 2024-05-21

1.11.4 2024-05-21

1.11.3 2024-05-21

1.11.2 2024-05-21

1.11.1 2024-05-21

1.11.0 2024-05-20

1.10.18 2024-05-20

1.10.17 2024-05-20

1.10.16 2024-05-20

1.10.15 2024-05-19

1.10.14 2024-05-19

1.10.13 2024-05-18

1.10.12 2024-05-18

1.10.11 2024-05-18

1.10.10 2024-05-17

1.10.9 2024-05-17

1.10.8 2024-05-17

1.10.7 2024-05-17

1.10.6 2024-05-17

1.10.5 2024-05-16

1.10.4 2024-05-16

1.10.3 2024-05-16

1.10.2 2024-05-16

1.10.1 2024-05-15

1.10.0 2024-05-14

1.9.3 2024-05-14

1.9.2 2024-05-14

1.9.1 2024-05-14

1.9.0 2024-05-13

1.8.11 2024-05-12

1.8.10 2024-05-12

1.8.9 2024-05-11

1.8.8 2024-05-11

1.8.7 2024-05-09

1.8.6 2024-05-08

1.8.5 2024-05-08

1.8.4 2024-05-08

1.8.3 2024-05-07

1.8.2 2024-05-06

1.8.1 2024-05-06

1.8.0 2024-05-05

1.7.64 2024-05-05

1.7.63 2024-05-05

1.7.62 2024-05-05

1.7.61 2024-05-05

1.7.60 2024-05-04

1.7.59 2024-05-04

1.7.58 2024-05-02

1.7.57 2024-05-02

1.7.56 2024-05-02

1.7.55 2024-05-02

1.7.54 2024-05-02

1.7.53 2024-05-02

1.7.52 2024-05-01

1.7.51 2024-05-01

1.7.50 2024-04-30

1.7.49 2024-04-30

1.7.48 2024-04-30

1.7.47 2024-04-30

1.7.46 2024-04-29

1.7.45 2024-04-29

1.7.44 2024-04-29

1.7.43 2024-04-29

1.7.42 2024-04-29

1.7.41 2024-04-28

1.7.40 2024-04-28

1.7.39 2024-04-28

1.7.38 2024-04-27

1.7.37 2024-04-27

1.7.36 2024-04-26

1.7.35 2024-04-26

1.7.34 2024-04-26

1.7.33 2024-04-26

1.7.32 2024-04-25

1.7.31 2024-04-25

1.7.30 2024-04-25

1.7.29 2024-04-25

1.7.28 2024-04-25

1.7.27 2024-04-24

1.7.26 2024-04-24

1.7.25 2024-04-24

1.7.24 2024-04-24

1.7.23 2024-04-24

1.7.22 2024-04-24

1.7.21 2024-04-24

1.7.20 2024-04-24

1.7.19 2024-04-24

1.7.18 2024-04-24

1.7.17 2024-04-23

1.7.16 2024-04-23

1.7.15 2024-04-23

1.7.14 2024-04-23

1.7.13 2024-04-23

1.7.12 2024-04-23

1.7.11 2024-04-23

1.7.10 2024-04-23

1.7.9 2024-04-23

1.7.8 2024-04-23

1.7.7 2024-04-23

1.7.6 2024-04-22

1.7.5 2024-04-22

1.7.4 2024-04-21

1.7.3 2024-04-21

1.7.2 2024-04-21

1.7.1 2024-04-21

1.7.0 2024-04-20

1.6.38 2024-04-20

1.6.37 2024-04-20

1.6.36 2024-04-19

1.6.35 2024-04-19

1.6.34 2024-04-19

1.6.33 2024-04-19

1.6.32 2024-04-19

1.6.31 2024-04-19

1.6.30 2024-04-19

1.6.29 2024-04-19

1.6.28 2024-04-19

1.6.27 2024-04-19

1.6.26 2024-04-19

1.6.25 2024-04-18

1.6.24 2024-04-18

1.6.23 2024-04-18

1.6.22 2024-04-18

1.6.21 2024-04-18

1.6.20 2024-04-18

1.6.19 2024-04-18

1.6.18 2024-04-18

1.6.17 2024-04-18

1.6.16 2024-04-17

1.6.15 2024-04-17

1.6.14 2024-04-17

1.6.13 2024-04-17

1.6.12 2024-04-17

1.6.11 2024-04-16

1.6.10 2024-04-15

1.6.9 2024-04-15

1.6.8 2024-04-15

1.6.7 2024-04-15

1.6.6 2024-04-15

1.6.5 2024-04-15

1.6.4 2024-04-15

1.6.3 2024-04-14

1.6.2 2024-04-12

1.6.1 2024-04-11

1.6.0 2024-04-10

1.5.6 2024-04-10

1.5.5 2024-04-09

1.5.4 2024-04-08

1.5.3 2024-04-08

1.5.2 2024-04-04

1.5.1 2024-04-03

1.5.0 2024-04-02

1.4.1 2024-04-01

1.4.0 2024-04-01

1.3.4 2024-04-01

1.3.3 2024-03-31

1.3.2 2024-03-29

1.3.1 2024-03-26

1.2.0 2024-03-06

1.1.2 2024-02-16

1.1.1 2023-09-20

1.1.0 2023-07-31

1.0.2 2023-03-28

1.0.1 2022-11-29

1.0.0 2022-10-17

0.9.1 2022-10-13

0.0.1 2022-06-30

mteb@1.19.7

安装 (1.19.7)

依赖 (112)

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